SKIM

Author

Joseph H

1 Intoduction

This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.

2 About me

Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.

3 About the project

3.1 How this project comes to life?

First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.

The tools I used are: Python, Polars, and DuckDB

3.2 The process

The process was done in my local machine, and it was as followed.

Alt text

4 General graphs

4.1 market research indestry’s yearly new recruit count

4.2 skim’s workforce status over the years

5 Workforce sample

5.1 Abid Amin

Job title: Registrar
Associated: True
Socials: https://linkedin.com/in/abid-amin-3186a723

5.1.1 Abid Amin’s working period at skim

5.1.2 Gantt plot of Abid Amin’s experience

5.2 Abid Shoukat

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/abid-shoukat-69883117

5.2.1 Abid Shoukat’s working period at skim

5.2.2 Gantt plot of Abid Shoukat’s experience

5.3 André Diepeveen

Job title: Global facility and it manager
Associated: True
Socials: https://linkedin.com/in/andrediepeveen

5.3.1 André Diepeveen’s working period at skim

5.3.2 Gantt plot of André Diepeveen’s experience

5.4 Blake Shulz

Job title: Senior technical manager
Associated: True
Socials: https://linkedin.com/in/blake-shulz-3a047b6

5.4.1 Blake Shulz’s working period at skim

5.4.2 Gantt plot of Blake Shulz’s experience

5.5 Catherine Leduc

Job title: Senior project manager
Associated: False
Socials: https://twitter.com/catherineleduc | https://linkedin.com/in/catherine-leduc-1323115 | https://facebook.com/catherine.leduc.14 | https://linkedin.com/in/catherineleduc

5.5.1 Catherine Leduc’s working period at skim

5.5.2 Gantt plot of Catherine Leduc’s experience

5.6 Daan Smit

Job title: Healthcare research analyst
Associated: False
Socials: https://linkedin.com/in/daan-smit-80242b26

5.6.1 Daan Smit’s working period at skim

5.6.2 Gantt plot of Daan Smit’s experience

5.7 Eline Van Der Gaast

Job title: New venture director san francisco
Associated: False
Socials: https://linkedin.com/in/eline-van-der-gaast-1771b26 | https://klout.com/eline_frederiek | https://linkedin.com/in/elinevandergaast | https://facebook.com/eline.gaast | https://twitter.com/eline_frederiek | https://angel.co/eline-van-der-gaast | https://github.com/pinkkitten | https://gravatar.com/pinkkitten14

5.7.1 Eline Van Der Gaast’s working period at skim

5.7.2 Gantt plot of Eline Van Der Gaast’s experience

5.8 Elise Kocks

Job title: Healthcare director
Associated: True
Socials: https://twitter.com/elisekocks | https://linkedin.com/in/elisekocks | https://facebook.com/elise.kocks

5.8.1 Elise Kocks’s working period at skim

5.8.2 Gantt plot of Elise Kocks’s experience

5.9 Fabiano Sousa

Job title: Vendedor
Associated: True
Socials: https://linkedin.com/in/fabiano-sousa-1b953516b

5.9.1 Fabiano Sousa’s working period at skim

5.9.2 Gantt plot of Fabiano Sousa’s experience

5.10 Faina Shmulyian

Job title: Methodology manager
Associated: True
Socials: https://linkedin.com/in/faina-shmulyian-52732431

5.10.1 Faina Shmulyian’s working period at skim

5.10.2 Gantt plot of Faina Shmulyian’s experience

5.11 Faizan Nazki

Job title: Dr
Associated: True
Socials: https://linkedin.com/in/faizan-nazki-69402722

5.11.1 Faizan Nazki’s working period at skim

5.11.2 Gantt plot of Faizan Nazki’s experience

5.12 Farah Jehangir

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/dr-farah-deeba-jehangir-140157173

5.12.1 Farah Jehangir’s working period at skim

5.12.2 Gantt plot of Farah Jehangir’s experience

5.13 Farooq Andrabi

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/farooq-andrabi-0413ab44

5.13.1 Farooq Andrabi’s working period at skim

5.13.2 Gantt plot of Farooq Andrabi’s experience

5.14 Fred Church

Job title: Director, healthcare
Associated: True
Socials: https://linkedin.com/in/fred-church-8a64879

5.14.1 Fred Church’s working period at skim

5.14.2 Gantt plot of Fred Church’s experience

5.15 Ganga Devi

Job title: Student
Associated: True
Socials: https://linkedin.com/in/--97b49b58 | https://linkedin.com/in/ganga-devi-97b49b58

5.15.1 Ganga Devi’s working period at skim

5.15.2 Gantt plot of Ganga Devi’s experience

5.16 Ghulam Reshi

Job title: Technician
Associated: True
Socials: https://linkedin.com/in/ghulam-rasool-reshi-8350b0145

5.16.1 Ghulam Reshi’s working period at skim

5.16.2 Gantt plot of Ghulam Reshi’s experience

5.17 Hans Willems

Job title: Director
Associated: True
Socials: https://linkedin.com/in/hanswillems

5.17.1 Hans Willems’s working period at skim

5.17.2 Gantt plot of Hans Willems’s experience

5.18 Hazel Escobar

Job title: Us finance at skim
Associated: True
Socials: https://linkedin.com/in/hazelescobar | https://linkedin.com/in/hazel-escobar-4ba47263

5.18.1 Hazel Escobar’s working period at skim

5.18.2 Gantt plot of Hazel Escobar’s experience

5.19 Jeroen Slappendel

Job title: Managing director of market research agency
Associated: False
Socials: https://linkedin.com/in/jeroen-slappendel-8815986 | https://linkedin.com/in/jeroenslappendel | https://linkedin.com/in/jslappendel

5.19.1 Jeroen Slappendel’s working period at skim

5.19.2 Gantt plot of Jeroen Slappendel’s experience

5.20 Joana Lacambra

Job title: Fmcg manager and team lead
Associated: True
Socials: https://linkedin.com/in/joanaolivella

5.20.1 Joana Lacambra’s working period at skim

5.20.2 Gantt plot of Joana Lacambra’s experience

5.21 Joris Huisman

Job title: Managing director skim group
Associated: True
Socials: https://linkedin.com/in/jorishuisman | https://linkedin.com/in/joris-huisman-000a782 | https://twitter.com/jorishuisman

5.21.1 Joris Huisman’s working period at skim

5.21.2 Gantt plot of Joris Huisman’s experience

5.22 Kawal Pandita

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/kawal-krishen-pandita-04490a3a

5.22.1 Kawal Pandita’s working period at skim

5.22.2 Gantt plot of Kawal Pandita’s experience

5.23 Krasimira Mladenova

Job title: Director
Associated: True
Socials: https://linkedin.com/in/krasimira | https://linkedin.com/in/krasimira-mladenova-073747

5.23.1 Krasimira Mladenova’s working period at skim

5.23.2 Gantt plot of Krasimira Mladenova’s experience

5.24 Magnus Mellgren

Job title: Market research analyst
Associated: False
Socials: https://linkedin.com/in/magnus-mellgren-23a12ba2 | https://linkedin.com/in/magnusmellgren

5.24.1 Magnus Mellgren’s working period at skim

5.24.2 Gantt plot of Magnus Mellgren’s experience

5.25 Marisa Miller

Job title: Senior manager-insights and strategy
Associated: True
Socials: https://linkedin.com/in/marisa-miller-4528a01a

5.25.1 Marisa Miller’s working period at skim

5.25.2 Gantt plot of Marisa Miller’s experience

5.26 Marloes Van Der Hoeven

Job title: Research manager
Associated: False
Socials: https://linkedin.com/in/marloes-van-der-hoeven-59ab56b9 | https://linkedin.com/in/marloes-van-der-hoeven

5.26.1 Marloes Van Der Hoeven’s working period at skim

5.26.2 Gantt plot of Marloes Van Der Hoeven’s experience

5.27 Masood Kirmani

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/masood-kirmani-90585314a

5.27.1 Masood Kirmani’s working period at skim

5.27.2 Gantt plot of Masood Kirmani’s experience

5.28 Matthijs Pons

Job title: Senior research manager
Associated: True
Socials: https://facebook.com/matthijs.pons | https://twitter.com/matthijspons | https://linkedin.com/in/matthijspons

5.28.1 Matthijs Pons’s working period at skim

5.28.2 Gantt plot of Matthijs Pons’s experience

5.29 Matthijs Vroegindeweij

Job title: On call
Associated: True
Socials: https://linkedin.com/in/matthijs-vroegindeweij-505b8716 | https://twitter.com/mrkuifie

5.29.1 Matthijs Vroegindeweij’s working period at skim

5.29.2 Gantt plot of Matthijs Vroegindeweij’s experience

5.30 Maureen Arink

Job title: Senior research director
Associated: True
Socials: https://linkedin.com/in/maureenarink

5.30.1 Maureen Arink’s working period at skim

5.30.2 Gantt plot of Maureen Arink’s experience

5.31 Maureen Bannink

Job title: Division manager consumer research
Associated: False
Socials: https://linkedin.com/in/maureen-bannink-0b2a3b1 | https://linkedin.com/in/maureenbannink | https://twitter.com/maureenbannink

5.31.1 Maureen Bannink’s working period at skim

5.31.2 Gantt plot of Maureen Bannink’s experience

5.32 Michael Hetherington

Job title: Director, apac
Associated: True
Socials: https://facebook.com/mthetherington | https://linkedin.com/in/michael-hetherington-07b96922 | https://linkedin.com/in/mthetherington

5.32.1 Michael Hetherington’s working period at skim

5.32.2 Gantt plot of Michael Hetherington’s experience

5.33 Mike Mabey

Job title: Director, client solutions americas
Associated: True
Socials: https://linkedin.com/in/michaelmabey

5.33.1 Mike Mabey’s working period at skim

5.33.2 Gantt plot of Mike Mabey’s experience

5.34 Mir Aasif

Job title: Jrf
Associated: True
Socials: https://linkedin.com/in/mir-aasif-0093b443

5.34.1 Mir Aasif’s working period at skim

5.34.2 Gantt plot of Mir Aasif’s experience

5.35 Monique De Arco

Job title: Vice president of planning
Associated: True
Socials: https://facebook.com/mdearco | https://indeed.com/r/monique-de-arco | https://linkedin.com/in/monique-de-arco-35a32322

5.35.1 Monique De Arco’s working period at skim

5.35.2 Gantt plot of Monique De Arco’s experience

5.36 Nausheen Dar

Job title: Nutritionist
Associated: False
Socials: https://linkedin.com/in/nausheen-dar-66043477

5.36.1 Nausheen Dar’s working period at skim

5.36.2 Gantt plot of Nausheen Dar’s experience

5.37 Paul Janssen

Job title: Vice president consumer north america
Associated: True
Socials: https://linkedin.com/in/pjwjanssen | https://linkedin.com/in/paul-janssen-9a284b2

5.37.1 Paul Janssen’s working period at skim

5.37.2 Gantt plot of Paul Janssen’s experience

5.38 Rabia Syed

Job title: Mbbs
Associated: True
Socials: https://linkedin.com/in/rabia-syed-441849118

5.38.1 Rabia Syed’s working period at skim

5.38.2 Gantt plot of Rabia Syed’s experience

5.39 Remy Denton

Job title: Director of research and atlanta office operations
Associated: True
Socials: https://facebook.com/remy.l.denton | https://linkedin.com/in/remyldenton

5.39.1 Remy Denton’s working period at skim

5.39.2 Gantt plot of Remy Denton’s experience

5.40 Rimsha Yousuf

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/rimsha-yousuf-b84464190

5.40.1 Rimsha Yousuf’s working period at skim

5.40.2 Gantt plot of Rimsha Yousuf’s experience

5.41 Rizwan Mirza

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/rizwan-mirza-80ab0734

5.41.1 Rizwan Mirza’s working period at skim

5.41.2 Gantt plot of Rizwan Mirza’s experience

5.42 Robin De Rooij

Job title: Director asia pacific
Associated: True
Socials: https://linkedin.com/in/robinderooij | https://twitter.com/robin_de_rooij | https://linkedin.com/in/robin-de-rooij-1a02711

5.42.1 Robin De Rooij’s working period at skim

5.42.2 Gantt plot of Robin De Rooij’s experience

5.43 Rumana Mattoo

Job title: Dietitian
Associated: True
Socials: https://linkedin.com/in/rumana-mattoo-a1551a3b

5.43.1 Rumana Mattoo’s working period at skim

5.43.2 Gantt plot of Rumana Mattoo’s experience

5.44 Samarth Vasisht

Job title: Research analyst
Associated: True
Socials: https://linkedin.com/in/samarth-vasisht-b1010b62

5.44.1 Samarth Vasisht’s working period at skim

5.44.2 Gantt plot of Samarth Vasisht’s experience

5.45 Sanjay Sugarek

Job title: Market research manager at skim
Associated: True
Socials: https://linkedin.com/in/sanjay-sugarek-85613431 | https://linkedin.com/in/sanjaysugarek

5.45.1 Sanjay Sugarek’s working period at skim

5.45.2 Gantt plot of Sanjay Sugarek’s experience

5.46 Sarah Kalfon

Job title: Analytical research manager
Associated: True
Socials: https://linkedin.com/in/sarah-kalfon-9361653a | https://linkedin.com/in/stohar | https://twitter.com/frenchy_kalfon | https://linkedin.com/in/skalfon8

5.46.1 Sarah Kalfon’s working period at skim

5.46.2 Gantt plot of Sarah Kalfon’s experience

5.47 Shafat Khan

Job title: Laboratory technologist
Associated: True
Socials: https://linkedin.com/in/shafat-khan-a2b1a1110

5.47.1 Shafat Khan’s working period at skim

5.47.2 Gantt plot of Shafat Khan’s experience

5.48 Sili Hacıhanefioğlu

Job title: Senior manager
Associated: True
Socials: https://linkedin.com/in/sili-hacıhanefioğlu-8545873 | https://linkedin.com/in/sili-hacihanifioglu-8545873

5.48.1 Sili Hacıhanefioğlu’s working period at skim

5.48.2 Gantt plot of Sili Hacıhanefioğlu’s experience

5.49 Steve Ung

Job title: Manager
Associated: True
Socials: https://linkedin.com/in/steve-ung-8995343a | https://linkedin.com/in/smung

5.49.1 Steve Ung’s working period at skim

5.49.2 Gantt plot of Steve Ung’s experience

5.50 Sushil Sharma

Job title: Pg
Associated: True
Socials: https://linkedin.com/in/sushil-sharma-86a21534

5.50.1 Sushil Sharma’s working period at skim

5.50.2 Gantt plot of Sushil Sharma’s experience

5.51 Tas Nav

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/tas-nav-343b8041

5.51.1 Tas Nav’s working period at skim

5.51.2 Gantt plot of Tas Nav’s experience

5.52 Taylor Lee

Job title: Analyst
Associated: False
Socials: https://linkedin.com/in/carolkaeullee

5.52.1 Taylor Lee’s working period at skim

5.52.2 Gantt plot of Taylor Lee’s experience

5.53 Umar Hafiz

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/umar-hafiz-a9145429

5.53.1 Umar Hafiz’s working period at skim

5.53.2 Gantt plot of Umar Hafiz’s experience

5.54 Valerie Savelkoul

Job title: Research manager and team manager london
Associated: True
Socials: https://linkedin.com/in/valeriesavelkoul | https://linkedin.com/in/valerie-savelkoul-a5902848

5.54.1 Valerie Savelkoul’s working period at skim

5.54.2 Gantt plot of Valerie Savelkoul’s experience

5.55 Velayat Buchh

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/velayat-buchh-9b064947

5.55.1 Velayat Buchh’s working period at skim

5.55.2 Gantt plot of Velayat Buchh’s experience

5.56 Vicky Roshan

Job title: Doctor
Associated: True
Socials: https://linkedin.com/in/vicky-roshan-162ba125

5.56.1 Vicky Roshan’s working period at skim

5.56.2 Gantt plot of Vicky Roshan’s experience

5.57 Virginie Jesionka

Job title: Director
Associated: True
Socials: https://linkedin.com/in/virginiejesionka

5.57.1 Virginie Jesionka’s working period at skim

5.57.2 Gantt plot of Virginie Jesionka’s experience

5.58 Wendy Van Zutphen

Job title: Research manager
Associated: True
Socials: https://linkedin.com/in/wendy-loorbach-van-zutphen-37b99b1

5.58.1 Wendy Van Zutphen’s working period at skim

5.58.2 Gantt plot of Wendy Van Zutphen’s experience

5.59 Xenia Kupriyanova

Job title: Customer relations manager
Associated: False
Socials: https://linkedin.com/in/kseniakupriyanova

5.59.1 Xenia Kupriyanova’s working period at skim

5.59.2 Gantt plot of Xenia Kupriyanova’s experience

5.60 Zahoor Ahmed

Job title: Dr
Associated: True
Socials: https://linkedin.com/in/zahoor-ahmed-138b9323